Explaining deep neural networks for knowledge discovery in electrocardiogram analysis
Explaining deep neural networks for knowledge discovery in electrocardiogram analysis
About this item
Full title
Author / Creator
Hicks, Steven A. , Isaksen, Jonas L. , Thambawita, Vajira , Ghouse, Jonas , Ahlberg, Gustav , Linneberg, Allan , Grarup, Niels , Strümke, Inga , Ellervik, Christina , Olesen, Morten Salling , Hansen, Torben , Graff, Claus , Holstein-Rathlou, Niels-Henrik , Halvorsen, Pål , Maleckar, Mary M. , Riegler, Michael A. and Kanters, Jørgen K.
Publisher
London: Nature Publishing Group UK
Journal title
Language
English
Formats
Publication information
Publisher
London: Nature Publishing Group UK
Subjects
More information
Scope and Contents
Contents
Deep learning-based tools may annotate and interpret medical data more quickly, consistently, and accurately than medical doctors. However, as medical doctors are ultimately responsible for clinical decision-making, any deep learning-based prediction should be accompanied by an explanation that a human can understand. We present an approach called...
Alternative Titles
Full title
Explaining deep neural networks for knowledge discovery in electrocardiogram analysis
Authors, Artists and Contributors
Author / Creator
Isaksen, Jonas L.
Thambawita, Vajira
Ghouse, Jonas
Ahlberg, Gustav
Linneberg, Allan
Grarup, Niels
Strümke, Inga
Ellervik, Christina
Olesen, Morten Salling
Hansen, Torben
Graff, Claus
Holstein-Rathlou, Niels-Henrik
Halvorsen, Pål
Maleckar, Mary M.
Riegler, Michael A.
Kanters, Jørgen K.
Identifiers
Primary Identifiers
Record Identifier
TN_cdi_doaj_primary_oai_doaj_org_article_6f83e0ec46bc41759fd87f303ddffe2e
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_6f83e0ec46bc41759fd87f303ddffe2e
Other Identifiers
ISSN
2045-2322
E-ISSN
2045-2322
DOI
10.1038/s41598-021-90285-5
